{"id":"W3126823409","doi":"10.1177/0020702020985227","title":"Building a better global health security early-warning system post-COVID: The view from Canada","year":2021,"lang":"en","type":"article","venue":"International Journal Canada s Journal of Global Policy Analysis","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for International Governance Innovation","funders":"","keywords":"Outbreak; Pandemic; Warning system; Public health; Global health; China; International Health Regulations; Middle East respiratory syndrome; Economic growth; Political science; Coronavirus disease 2019 (COVID-19); Development economics; Infectious disease (medical specialty); Disease; Medicine; Economics; Virology; Telecommunications; Engineering; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01528527,0.0009186727,0.0007229507,0.003358736,0.01703912,0.01694897,0.003601675,0.005292962,0.004387591],"category_scores_gemma":[0.02778659,0.0006270231,0.0009569843,0.003690978,0.01318663,0.007724544,0.006759886,0.009514151,0.0007994731],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1505884,"about_ca_system_score_gemma":0.4667176,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9930853,"about_ca_topic_score_gemma":0.9921598,"domain_scores_codex":[0.9892084,0.002405085,0.0003076754,0.001014475,0.004021446,0.003042909],"domain_scores_gemma":[0.958134,0.004705953,0.0006807953,0.001308405,0.02235322,0.01281762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002135615,0.0001784496,0.02372959,0.001015597,0.0001824648,0.0007985155,0.01633872,0.005649348,0.001335391,0.2937943,0.4498587,0.2069053],"study_design_scores_gemma":[0.00008620374,0.0001081435,0.0150518,0.001883045,0.0001239163,0.0001914959,0.01842326,0.004047598,0.001245412,0.03424595,0.9242952,0.0002979424],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01210783,0.009942831,0.004986755,0.9351942,0.002307774,0.0001146971,0.0007430743,0.0002399123,0.03436291],"genre_scores_gemma":[0.590574,0.04928468,0.07046238,0.2345264,0.001977905,0.0002527918,0.002149247,0.0006037435,0.05016891],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8494116,"threshold_uncertainty_score":0.9851971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006791572982625426,"score_gpt":0.3140180281553917,"score_spread":0.3072264551727663,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}